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d2f3886ae1
Repository Restructure: - Move all 83 agent .md files to agents/ subdirectory - Add 15 workflow orchestrators from commands repo to workflows/ - Add 42 development tools from commands repo to tools/ - Update README for unified repository structure The commands repository functionality is now fully integrated, providing complete workflow orchestration and development tooling alongside agents. Directory Structure: - agents/ - 83 specialized AI agents - workflows/ - 15 multi-agent orchestration commands - tools/ - 42 focused development utilities No breaking changes to agent functionality - all agents remain accessible with same names and behavior. Adds workflow and tool commands for enhanced multi-agent coordination capabilities.
1.4 KiB
1.4 KiB
model
| model |
|---|
| claude-sonnet-4-0 |
Data Validation Pipeline
Create a comprehensive data validation system for: $ARGUMENTS
Implement validation including:
-
Schema Validation:
- Pydantic models for structure
- JSON Schema generation
- Type checking and coercion
- Nested object validation
- Custom validators
-
Data Quality Checks:
- Null/missing value handling
- Outlier detection
- Statistical validation
- Business rule enforcement
- Referential integrity
-
Data Profiling:
- Automatic type inference
- Distribution analysis
- Cardinality checks
- Pattern detection
- Anomaly identification
-
Validation Rules:
- Field-level constraints
- Cross-field validation
- Temporal consistency
- Format validation (email, phone, etc.)
- Custom business logic
-
Error Handling:
- Detailed error messages
- Error categorization
- Partial validation support
- Error recovery strategies
- Validation reports
-
Performance:
- Streaming validation
- Batch processing
- Parallel validation
- Caching strategies
- Incremental validation
-
Integration:
- API endpoint validation
- Database constraints
- Message queue validation
- File upload validation
- Real-time validation
Include data quality metrics, monitoring dashboards, and alerting. Make it extensible for custom validation rules.